WO2019154371A1 - Scheduling method and system - Google Patents

Scheduling method and system Download PDF

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Publication number
WO2019154371A1
WO2019154371A1 PCT/CN2019/074602 CN2019074602W WO2019154371A1 WO 2019154371 A1 WO2019154371 A1 WO 2019154371A1 CN 2019074602 W CN2019074602 W CN 2019074602W WO 2019154371 A1 WO2019154371 A1 WO 2019154371A1
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network
policy
parameters
user
new
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PCT/CN2019/074602
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French (fr)
Chinese (zh)
Inventor
李锐
高为静
孙淑娟
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中兴通讯股份有限公司
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Publication of WO2019154371A1 publication Critical patent/WO2019154371A1/en

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/02Arrangements for optimising operational condition

Definitions

  • the present application relates to, but is not limited to, a wireless communication system, such as a scheduling method and scheduling system of a communication system.
  • the related wireless communication systems are mostly Cellular Mobile Communication systems, which adopt a cellular wireless networking mode, and are connected through a wireless channel between the terminal and the network device, thereby enabling users to communicate with each other during activities.
  • the main feature of wireless communication is the mobility of the terminal, and it has the function of handoff and automatic roaming across the local network.
  • the wireless communication splits the covered area into different cells, and provides services such as voice, data, and video images through different frequency points and complex network topologies.
  • the wireless communication With the development of several generations of technology, the current wireless cellular communication is very mature.
  • the Radio Access Network is a very important part of wireless communication. While the RAN's improvement scheme focuses on gradually improving the coverage and user experience of the network, it also makes the network topology and inter-cell coordination of the cell more and more complicated. In order to further improve the network performance, the stations of the radio access network are deployed more and more densely, the cells are split smaller and smaller, and the energy consumption and management are more and more complicated. The high-low frequency hybrid networking in the 5th Generation (5G) communication system will also face such a situation.
  • 5G 5th Generation
  • the design of the RAN is relatively closed, and the overall architecture is aimed at providing coverage and performance, and is insensitive to network perception and not intelligent enough.
  • 5G introduced some cloud ideas in Internet Technology (IT), it hopes to avoid the tidal effect of communication.
  • IT Internet Technology
  • the present application provides a scheduling method and a scheduling system, which can flexibly and automatically implement control of a communication system while ensuring normal use of the network by users.
  • the present application provides a scheduling method, including: real-time monitoring of a network state of a network in a current coverage domain; and responding to determining that a critical network indicator in a network state is within a preset threshold range, generating a new one according to the obtained network policy and optimization parameters.
  • Network model parameters reconfigure the network within the current coverage domain based on the new network model parameters.
  • the application further provides a computer readable storage medium storing computer executable instructions arranged to perform the scheduling method of any of the above.
  • the present application further provides a scheduling apparatus, including a processor, a memory, and a computer program stored on the memory and operable on the processor: real-time monitoring of a network state of a network in a current coverage domain; and responding to determining a key network indicator in a network state Within the preset threshold range, new network model parameters are generated according to the obtained network policy and optimization parameters; the network in the current coverage domain is reconfigured according to the new network model parameters.
  • a scheduling apparatus including a processor, a memory, and a computer program stored on the memory and operable on the processor: real-time monitoring of a network state of a network in a current coverage domain; and responding to determining a key network indicator in a network state Within the preset threshold range, new network model parameters are generated according to the obtained network policy and optimization parameters; the network in the current coverage domain is reconfigured according to the new network model parameters.
  • the application further provides a scheduling system, comprising: an information processing unit, a service operation unit, and a policy unit; wherein the information processing unit is configured to collect network status of the network in the current coverage domain, in response to determining a critical network in the network status
  • the indicator generates a new network model parameter according to the network policy and the optimization parameter from the policy unit within a preset threshold range;
  • the service operation unit is configured to reconfigure the network in the current coverage domain according to the new network model parameter; the policy unit, setting Interact network policies and optimize parameters with the service management network element.
  • FIG. 1 is a schematic diagram of a wireless network networking mode in the related art
  • FIG. 2 is a schematic diagram of a first embodiment of implementing network coverage according to different deployment scenarios of the network according to the present application
  • FIG. 3 is a schematic diagram of a second embodiment of implementing network coverage according to different deployment scenarios of the network according to the present application;
  • FIG. 4 is a schematic diagram of a first embodiment of a scheduling system of the present application in a network
  • FIG. 5 is a schematic diagram of a second embodiment of a scheduling system of the present application in a network
  • FIG. 6 is a schematic structural diagram of a scheduling system of the present application.
  • FIG. 7 is a schematic flowchart diagram of a method for implementing control in a scheduling system of the present application.
  • FIG. 1 is a schematic diagram of a wireless network networking mode in the related art.
  • the radio remote unit (RRU) ) / Active Antenna Units (AAU) and Baseband Units (BBUs) will remain active at all times, which undoubtedly wastes resources.
  • the staff will power off the communication system when the subway stops operating or the mall is snoring, and then power on when the subway operates or the mall is open.
  • the control of the communication system relies on manual intervention, and the scalability is poor.
  • the communication system is not only a commercial network, but also a social infrastructure. This discontinuity of network coverage caused by power failure affects User's normal use during this time period.
  • a cell which may be a new cell.
  • the capacity and power of the merged cell are increased to keep the coverage area unchanged; then, those inactive cells with fewer users are closed, and the network topology is optimized, so that energy saving can be achieved. It also guarantees good coverage.
  • the network plan of the initial configuration of the system is restored. In this way, coverage capacity and energy-saving automation adjustments can be achieved. As shown in FIG. 2 or FIG. 3, the example shown in FIG.
  • FIG. 2 shows that it is assumed that seven cells (such as the hexagon shown by the dotted line in FIG. 2) can be combined into one cell according to the current network state (see FIG. 2).
  • the hexagon shown in the figure is implemented; the example shown in Figure 3 shows that it is assumed that according to the current network state, 7 cells (such as the hexagon shown by the dotted line in Fig. 3) can be merged into 3 cells (Fig. 3).
  • the present application adds a scheduling system to the radio access network.
  • the scheduling system of the present application can be set in the network as shown in FIG. 4 or FIG. 5.
  • Figure 4 shows a scenario in which a centralized unit (CU) and a distributed unit (DU) of a BBU function are deployed in a 4G/5G network.
  • the new scheduling system can manage multiple BBUs.
  • Figure 5 shows the scenario where the CU and the DU of the BBU function are deployed separately in the 4G/5G network.
  • the new scheduling system can manage multiple CUs and multiple DUs.
  • the scheduling system is configured to monitor the running state of the wireless network and the user behavior of the network, and when the network state and the user behavior change and reach a preset threshold, the preset template (ie, a series of parameters are arranged in a specified format).
  • the collection parameter or the network's self-calculating optimization parameters (which may be parameters within the template or other parameters), automatically reconfigure the network, enabling the network to adapt to the state of the current network, to achieve self-optimization of coverage and scheduling, and intelligence Energy saving.
  • the network operating state includes, but is not limited to, at least one of the following: a current radio access network carrier frequency band, a network capacity, a user location, a number of user connections, a number of user activations, user traffic, and radio frequency power.
  • the user behavior includes but is not limited to at least one of the following: a current running state of the user, such as an active state or an inactive state, a user service attribute such as real-time or non-real-time, and a user traffic such as a large traffic or a small traffic. And user business behavior such as voice or web browsing.
  • a current running state of the user such as an active state or an inactive state
  • a user service attribute such as real-time or non-real-time
  • a user traffic such as a large traffic or a small traffic.
  • user business behavior such as voice or web browsing.
  • the preset threshold is a set of indicators based on network running status and user behavior
  • the indicator may be a template threshold that is pre-imported by the user (that is, a set of parameter thresholds arranged in a specified format), or may be The model threshold (the parameter threshold of the template and the threshold of the optimization parameter) obtained by the scheduling system through big data training or machine learning.
  • the big data training or the machine learning may include: performing data mining or feature extraction on a large amount of data collected by the collected network, and performing the iterative calculation on the extracted feature data feedback, and calculating an optimal model value as a model threshold.
  • the network self-calculating optimization parameters include: physical-layer cell identity (PCI) reselection, carrier frequency band selection, radio frequency power adjustment, and radio channel selection.
  • PCI physical-layer cell identity
  • the PCI reselection of the merged cell may be reselected from several cells before the merge, or selected from the planned PCI pool.
  • FIG. 6 is a schematic structural diagram of a scheduling system of the present application. As shown in FIG. 6, the method includes at least an information processing unit, a service operation unit, and a policy unit.
  • the information processing unit is configured to collect network status of the network in the current coverage area, and generate new information according to the network policy from the policy unit and the optimization parameter calculated by the network in response to determining that the critical network indicator in the network status is within a preset threshold range.
  • Network model parameters are configured to collect network status of the network in the current coverage area, and generate new information according to the network policy from the policy unit and the optimization parameter calculated by the network in response to determining that the critical network indicator in the network status is within a preset threshold range.
  • the business operations unit is configured to reconfigure the network within the current coverage domain based on the new network model parameters.
  • the policy unit is set to be responsible for interacting with the Element Management System (EMS) to exchange network policies and optimize parameters.
  • EMS Element Management System
  • a log unit is further included, configured to record an operation result of the service operation unit.
  • the network status includes network operating status, user behavior, and the like.
  • the critical network indicator is a pre-specified number of users in the coverage domain, network load, and the like.
  • the key network indicators may include, but are not limited to, network traffic or number of network users in the cell; for example, for subway and mall coverage scenarios, key network indicators may include, but are not limited to, network traffic or intra-cell The number of network users; for example, for high-frequency and low-frequency hybrid networking scenarios, the key network indicators may include, but are not limited to, the number of network users and traffic in the high-frequency hotspot cell; for example, for the 4G and 5G hybrid networking scenarios, the critical network The indicators may include, but are not limited to, the number of user network users and traffic in the 5G hotspot cell.
  • multiple component units of the scheduling system may be disposed on the same entity or may be grouped on different entities.
  • the log unit is further configured to report the log record of the current operation to the EMS.
  • the policy unit is further configured to: report the current network status information to the EMS.
  • the EMS can analyze the current network status in the background. If the adjustment result of adjusting the network structure by using the EMS itself to generate a new network model parameter is better than the network structure adjustment result reported by the scheduling system, the EMS will generate a new one according to the EMS itself.
  • the network model parameters update the network policy so that the policy log unit subsequently obtains a better network policy.
  • the EMS can directly send the updated network policy to the policy log unit, or store the updated network policy, and wait for the policy log unit to interact with the EMS.
  • the information processing unit includes: a service detection module, a service analysis module, a model processing module, and an information storage module.
  • the service detection module is configured to monitor in advance real-time specified key network indicators such as the number of users and network load in the current coverage area.
  • the service analysis module is configured to analyze key network indicators, such as network load and user model, according to network status information, and respond to key network indicators within a preset threshold range, such as the entire network load or the number of network users in some cells. Decreasing or rising to a preset threshold range, analyzing and predicting possible network behavior of the network according to historical information and historical parameters stored in the current coverage domain in the information storage module, and requesting a new network from the model processing module
  • the configuration strategy may include: analyzing, by using information about the currently monitored network status, whether the change of the number of users, the flow, and the like in some time periods is close to the historical information and parameters recorded in a certain period of time, if relatively close If the difference is within a certain preset range, it can be predicted that the next network behavior of the network is similar to that of the previous historical network. For example, most of the shopping malls will be drastically reduced after a certain period of time is closed. Consider merging some cells to save resources.
  • the model processing module is configured to calculate a new network model parameter according to the network policy from the policy unit and the optimized parameter calculated by the network, and report the new network model parameter to the policy unit, and notify the service operation unit of the obtained new network model parameter;
  • the network model is configured with static parameters in advance. The calculation is based on the specific operational state of the network to optimize the parameters that can be optimized, so as to obtain new network model parameters and report the data.
  • the information storage module is configured to store the network configuration information from the service operation unit that needs to be adjusted and the user before adjustment, such as user data that needs to be migrated.
  • the service operation unit includes at least one of the following modules: a resource operation module, a radio frequency baseband operation module, and a cell operation module.
  • the resource operation module is configured to allocate or recycle a computing resource, a storage resource, or a network resource of the radio access network for the cell and the user that needs to be adjusted according to the new network model parameter from the information processing unit, or open according to the resource requirement Or close the board or chassis.
  • the radio frequency baseband operation module is configured to adjust the radio frequency unit and the baseband processing unit, such as turning off or turning on certain carrier frequency points and radio frequency channels, according to the new network model parameters from the information processing unit, for the cells and users that need to be adjusted.
  • the cell operation module merges multiple cells or splits at least one cell for the cell and user to be adjusted, and migrates the user in the current coverage area to the new network model parameter.
  • the network configuration information before the adjustment of the cell and the user to be adjusted is stored in the information storage module of the information processing unit.
  • the service operation unit after the service operation unit adjusts the network, such as cell merge or split, according to the new network model parameters calculated by the information processing unit, in order to minimize the influence of the original user's service usage, the service operation unit saves the network adjustment before The network configuration information (such as the cache information of the access network) in the information storage module is restored, so that even if the network is adjusted, the user may not perceive the network change.
  • the network configuration information such as the cache information of the access network
  • the service operation unit can operate on a single base station (eNB or gNB) according to the currently calculated new network model parameters, such as turning off or turning on different carrier frequency points and radio frequency channels of a single base station; Cooperative operations between base stations, such as cell merging, re-adjusting the wireless resources of the system.
  • eNB or gNB base station
  • Cooperative operations between base stations such as cell merging, re-adjusting the wireless resources of the system.
  • the policy unit includes: a policy synchronization module and a key performance indicator module.
  • the policy synchronization module is configured to receive the network policy from the EMS and the optimized parameters that are calculated by the network and output the information to the information processing unit. In an embodiment, the policy synchronization module is further configured to: report the current network status information to the EMS. .
  • the key performance indicator module is configured to obtain key performance indicators of the current network from the service detection module in the information processing unit.
  • the preset threshold is a set of indicators based on network running status and user behavior; the threshold is a template threshold that is pre-introduced by the user; or the threshold is a model threshold obtained by big data training or machine learning, and the optimized parameter is Number threshold.
  • the service analysis module in the information processing unit is further configured to:
  • the extracted feature data feedback is iteratively calculated, and the optimal model coefficients are calculated; the learned network model threshold and the threshold of the optimized parameters are learned.
  • the feedback is sent to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the business operation unit for use.
  • the scheduling system of the present application By adding the scheduling system of the present application in the network, if the user behavior or the network environment, such as, but not limited to, the number of important network indicators such as the number of users and network traffic changes, the network automatically changes and the current wireless access network is migrated to the network.
  • the initial state that is, the network mode planned according to the typical application scenario, the typical scenario configures the network according to the maximum demand
  • another planning model state flexibly and automatically realizes the intelligent control of the communication system, and ensures the user to the network. Normal use.
  • the user adds the scheduling system to the relevant wireless access network, and configures a corresponding scheduling system for the specified wireless coverage area. Based on the relevant radio access network planning and deployment, and corresponding parameters and models, the user formulates multiple coverage strategies, and presets some adjustable parameters to the system for adjustment based on each coverage strategy.
  • the first implementation use case is exemplified by a single site coverage optimization.
  • the user adds a scheduling system to the relevant radio access network, and a corresponding scheduling system is configured for the site of the specified radio coverage area.
  • a corresponding scheduling system is configured for the site of the specified radio coverage area.
  • the user separately formulates two coverage strategies, namely the working time period and the non-working time period, namely the network strategy in the above, and the basis of multiple coverage strategies.
  • the reserved parameters are adjustable optimization parameters such as carrier frequency, RF channel, RF power, etc. to be adjusted by the system.
  • the service detection module monitors important network indicators such as the number of users and network load in the current coverage area in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if network traffic or number of network users in the cell Falling into the preset threshold range, that is, entering the processing mode of the non-working time period, analyzing and predicting the possible network behavior of the network according to the historical information and configuration of the network in the current coverage domain, and requesting the new network configuration strategy from the model processing module.
  • the model analysis module calculates new network model parameters and reports them to the policy unit according to the network policy from the policy unit and the optimized parameters calculated by the network, and informs the service operation unit to perform corresponding processing and needs to adjust the cells. And the user's information is stored in the information storage module.
  • the business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit.
  • the resource operation module allocates or reclaims resources such as computing resources, storage resources, or network resources of the radio access network; or enables or disables some boards or chassis according to resource requirements. If some sites are configured with multiple carriers, the RF baseband operation module will turn off part of the carrier and RF channels to reduce system power consumption; and the cell operation module will merge multiple cells in the coverage area, and the cells and users that need to be adjusted are The network configuration information before the adjustment is the cell merging. The network configuration information needs to be adjusted and stored in the information storage module. After the network information is adjusted, the service operation unit uses the cell and user information stored in the information storage module to restore the user data.
  • the policy synchronization module outputs the received network policy from the EMS and the optimized parameters obtained by the network to the information processing unit, and reports the current network status information to the EMS.
  • the log records of the current operation are stored and reported to the EMS.
  • the network will automatically change, multiple cells are powered on, and the macro cell is divided into multiple micro cells.
  • the system will be radio frequency and baseband. Network parameters such as cells are migrated to the default working state of the network system itself.
  • the second implementation use case takes the subway and shopping mall coverage scene as an example.
  • the user adds a scheduling system to the relevant wireless access network, and configures a corresponding scheduling system for the designated wireless coverage area, that is, the subway or the shopping mall.
  • the user separately formulates two coverage strategies, namely the working time period and the non-working time period, namely the network strategy in the above, and the basis of multiple coverage strategies.
  • the reserved parameters are adjustable optimization parameters such as carrier frequency, RF channel, RF power, etc. to be adjusted by the system.
  • the service detection module monitors important network indicators such as the number of users and network load in the current coverage area in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if network traffic or number of network users in the cell Falling into the preset threshold range, that is, entering the processing mode of the non-working time period, analyzing and predicting the possible network behavior of the network according to the historical information and configuration of the network in the current coverage domain, and requesting the new network configuration strategy from the model processing module.
  • the model analysis module calculates new network model parameters and reports them to the policy unit according to the network policy from the policy unit and the optimized parameters calculated by the network, and informs the service operation unit to perform corresponding processing and needs to adjust the cells. And the user's information is stored in the information storage module.
  • the business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit.
  • the resource operation module allocates or reclaims resources such as computing resources, storage resources, or network resources of the radio access network; or enables or disables some boards or chassis according to resource requirements.
  • the RF baseband operation module will turn off part of the baseband processing unit to increase the power of the radio unit to increase the coverage area; and the cell operation module will merge multiple cells in the coverage area, and the network configuration information of the cell and the user to be adjusted before adjustment That is, the cell is merged, and the previous network configuration information needs to be adjusted and stored in the information storage module.
  • the service operation unit uses the cell and user information stored in the information storage module to restore the user data.
  • the policy synchronization module outputs the received network policy from the EMS and the optimized parameters obtained by the network to the information processing unit, and reports the current network status information to the EMS.
  • the log records of the current operation are stored and reported to the EMS.
  • the business analysis module in the information processing unit performs big data training and machine learning on the collected data, such as data mining or feature extraction, and the extracted feature data is fed back to the iterative calculation to calculate the optimal model coefficient;
  • the network model threshold and the threshold of the optimization parameter are fed back to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the service operation unit for use.
  • the network will automatically change, multiple cells are powered on, and the macro cell is divided into multiple micro cells.
  • the system will be radio frequency and baseband. Network parameters such as cells are migrated to the default working state of the network system itself.
  • the third implementation example takes a high frequency and low frequency hybrid networking scenario as an example.
  • the user adds a scheduling system to the relevant radio access network, and a corresponding scheduling system is configured for the site of the specified radio coverage area.
  • the user respectively formulates a coverage strategy for the low-band macro cell to solve the coverage strategy and the high-band micro-cell to absorb the hotspot capacity, that is, the network strategy above.
  • some parameters are reserved for adjustable optimization parameters such as carrier frequency, radio frequency channel, radio frequency power, capacity, etc. to be adjusted by the system.
  • the service detection module monitors the number of users in the current coverage area, network load and other important network indicator information in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if high frequency The number of network users and traffic in the hotspot cell falls within a preset threshold range.
  • the model analysis module calculates new network model parameters and reports them to the policy unit according to the network policy and optimization from the policy unit. For example, under the current network condition, the high frequency hotspot cell can be turned off, and the low frequency cell needs to be added. The capacity is covered, and the service operation unit is informed to perform corresponding processing and the information of the high frequency hotspot cell and the user that needs to be adjusted is stored in the information storage module.
  • the business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit.
  • the resource operation module closes the site of the high frequency hotspot cell and increases the resource allocation of the low frequency cell; the RF baseband operation module turns off the high frequency cell site, increases the RF power of the low frequency station, and increases the coverage area; and the cell operation module merges Multiple cells in the area are covered, and the high-frequency hotspot cell and the user are merged in the network configuration information before the adjustment, that is, the network configuration information needs to be adjusted and stored in the information storage module.
  • the service operation unit The user data is restored by using the cell and user information stored in the information storage module.
  • the policy synchronization module outputs the received network policy from the EMS and the optimized parameters calculated by the network to the information processing unit, and reports the current network status information to the EMS.
  • the log records of the current operation are stored and reported to the EMS.
  • the business analysis module in the information processing unit performs big data training and machine learning on the collected data, such as data mining or feature extraction, and the extracted feature data is fed back to the iterative calculation to calculate the optimal model coefficient;
  • the network model threshold and the threshold of the optimization parameter are fed back to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the service operation unit for use.
  • the network is automatically changed, the high-frequency hotspot cell is dispersed, and the low-frequency cell power is kept to maintain a certain coverage area.
  • the radio frequency, baseband, and The network parameters such as the cell are migrated to the default working state of the network system itself.
  • the fourth implementation example takes a 4G and 5G hybrid networking scenario as an example.
  • the user adds a scheduling system to the relevant radio access network, and a corresponding scheduling system is configured for the site of the specified radio coverage area.
  • the user separately formulates a 4G macro cell solution coverage strategy according to the relevant radio access network planning and deployment, and corresponding parameters and models, and the coverage strategy of the 5G micro cell absorbing hotspot capacity is the above network policy, and multiple
  • some parameters are reserved for adjustable optimization parameters such as carrier frequency, radio frequency channel, radio frequency power, capacity, etc. to be adjusted by the system.
  • the service detection module monitors the number of users in the current coverage area, network load and other important network indicator information in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if the user network user in the 5G hotspot cell The number and traffic drop to a preset threshold range.
  • the service analysis module is Calculate the new network model parameters and report them to the policy unit according to the network policy from the policy unit and the optimized parameters obtained by the network. For example, under the current network conditions, the 5G hotspot cell can be shut down and the 4G cell needs to be added. The capacity is covered, and the service operation unit is informed to perform corresponding processing and the information of the high frequency hotspot cell and the user that needs to be adjusted is stored in the information storage module.
  • the business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit.
  • the resource operation module will close the site of the 5G hotspot cell and increase the resource allocation of the 4G cell; the RF baseband operation module will close the 5G cell site, increase the RF power of the 4G site, and increase the coverage area; and the cell operation module will merge the coverage area.
  • Multiple cells, and the 5G hotspot cell and the user before the adjustment of the network configuration information, that is, the cell merge need to adjust the previous network configuration information, stored in the information storage module, after the network information is adjusted, the business operation unit reuse information
  • the cell and user information stored in the storage module recovers user data.
  • the policy synchronization module outputs the received network policy from the EMS and the optimized parameters obtained by the network to the information processing unit, and reports the current network status information to the EMS.
  • the log records of the current operation are stored and reported to the EMS.
  • the business analysis module in the information processing unit performs big data training and machine learning on the collected data, such as data mining or feature extraction, and the extracted feature data is fed back to the iterative calculation to calculate the optimal model coefficient;
  • the network model threshold and the threshold of the optimization parameter are fed back to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the service operation unit for use.
  • the network automatically changes, the 5G hotspot cell is dispersed, and the 4G cell power is kept at a certain coverage area.
  • the radio frequency, baseband, and cell are used.
  • the network parameters are migrated to the default working state of the network system itself.
  • FIG. 7 is a schematic flowchart of a method for implementing control in a scheduling system according to the present application. As shown in FIG. 7, the method includes steps 700 to 702.
  • step 700 the network status of the network within the current coverage area is monitored in real time.
  • Network status can include network health status and user behavior.
  • the network operating state includes, but is not limited to, at least one of the following: a current radio access network carrier frequency band, a network capacity, a user location, a number of user connections, a number of user activations, user traffic, and radio frequency power.
  • user behavior includes, but is not limited to, at least one of: a user's current operational state (eg, active or inactive state), user traffic attributes (eg, real-time or non-real-time), user traffic (eg, Large or small traffic), as well as user business behavior (such as voice or web browsing).
  • a user's current operational state eg, active or inactive state
  • user traffic attributes eg, real-time or non-real-time
  • user traffic eg, Large or small traffic
  • user business behavior such as voice or web browsing.
  • step 701 in response to determining that the key network indicator in the network state is within a preset threshold range, new network model parameters are generated according to the obtained network policy and optimization parameters.
  • the critical network indicator is an important network indicator such as the number of users in the coverage domain and the network load.
  • key network metrics may include, but are not limited to, network traffic or number of network users within the cell.
  • key network indicators may include, but are not limited to, network traffic or number of network users in the cell.
  • the key network indicators may include, but are not limited to, the number of network users and the traffic in the high frequency hotspot cell.
  • the key network indicators may include, but are not limited to, the number of user network users and traffic in the 5G hotspot cell.
  • the step includes: analyzing key network indicators, such as network load and user model, according to the monitored network status information, if the critical network indicator, such as the entire network load or the number of network users in some cells, is reduced or Rising to a preset threshold range, analyzing and predicting the possible network behavior of the network according to the historical information and parameters of the network in the current coverage domain stored in the information storage module, and according to the possible network behavior of the network, the model
  • the processing module requests a new network configuration policy.
  • the analysis may include: using information about the currently monitored network status, and analyzing whether the change of the number of users, the flow rate, and the like in some time periods is close to the historical information and parameters recorded in a certain period of time, if the difference is close to the difference Within a certain preset range, it can be predicted that the network behavior of the network is similar to that of the previous historical network. For example, the number of users in most shopping malls will be reduced after a certain period of time, and then the number of users may be considered to be merged. The cell saves resources.
  • the new network model parameters are calculated according to the requested network policy from the policy unit and the optimized parameters calculated by the network.
  • the network model is configured by pre-statically configuring parameters, and the calculation is to optimize the parameters that can be optimized according to the specific operational state of the network, thereby obtaining new network model parameters, and summarizing the data.
  • step 702 the network within the current coverage domain is reconfigured according to the new network model parameters.
  • this step may include at least one of the following.
  • the new network model parameters for the cells and users that need to be adjusted: allocate or recycle the computing resources, storage resources, or network resources of the radio access network, or open or close the board or the chassis according to the resource requirements.
  • the radio unit and the baseband processing unit are adjusted for the cells and users that need to be adjusted, such as turning off/on certain carrier frequency points and radio frequency channels.
  • the cells and users that need to be adjusted are merged into multiple cells or split into at least one cell, and the users in the current coverage area are migrated to the newly planned cells in the new network model parameters.
  • the step further includes: storing the network configuration information before the adjustment of the cell and the user that needs to be adjusted.
  • the method of the present application further includes: reporting current network status information, such as a log and a key network indicator, and a log record of the current operation to the EMS.
  • current network status information such as a log and a key network indicator
  • the EMS can analyze the current network status in the background. If the adjustment result of adjusting the network structure by using the EMS itself to generate a new network model parameter is better than the network structure adjustment result reported by the scheduling system, the EMS will generate a new one according to the EMS itself.
  • the network model parameters update the network policy so that the policy log unit subsequently obtains a better network policy.
  • the EMS can directly send the updated network policy to the policy log unit, or store the updated network policy, and wait for the policy log unit to interact with the EMS.
  • the embodiment of the present application further provides a computer readable storage medium storing computer executable instructions, the computer executable instructions being configured to perform the method for implementing control by the scheduling system according to any one of the above.
  • the embodiment of the present application further provides a scheduling apparatus, including a processor, a memory, and a computer program stored on the processor and operable on the processor: real-time monitoring a network state of a network in a current coverage domain; and responding to determining a critical network in a network state
  • the indicator generates new network model parameters according to the obtained network policy and optimization parameters within a preset threshold range; and reconfigures the network in the current coverage domain according to the new network model parameters.

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Abstract

Disclosed in the present application are a scheduling method and system for a communication system. The method comprises: monitoring a network state of a network within a current coverage area in real time; in response to determining that a key network index in the network state is within a preset threshold range, generating a new network model parameter according to an obtained network policy and an optimization parameter; and re-configuring the network according to the new network model parameter.

Description

一种调度方法及调度系统Scheduling method and scheduling system
本申请要求在2018年02月09日提交中国专利局、申请号为201810132331.9的中国专利申请的优先权,该申请的全部内容通过引用结合在本申请中。The present application claims priority to Chinese Patent Application No. 201101132133, filed on Jan.
技术领域Technical field
本申请涉及但不限于无线通信系统,例如一种通信系统的调度方法及调度系统。The present application relates to, but is not limited to, a wireless communication system, such as a scheduling method and scheduling system of a communication system.
背景技术Background technique
相关无线通信系统大都是蜂窝移动通信(Cellular Mobile Communication)系统,即采用蜂窝式无线组网方式,在终端和网络设备之间通过无线通道连接,进而实现用户在活动中可以相互通信。无线通信的主要特征是终端的移动性,并具有越区切换和跨本地网自动漫游功能。The related wireless communication systems are mostly Cellular Mobile Communication systems, which adopt a cellular wireless networking mode, and are connected through a wireless channel between the terminal and the network device, thereby enabling users to communicate with each other during activities. The main feature of wireless communication is the mobility of the terminal, and it has the function of handoff and automatic roaming across the local network.
无线通信将覆盖的区域分裂为不同的小区,通过不同频点以及复杂的网络拓扑以提供承载话音、数据、视频图像等业务。经历几代技术的发展,目前的无线蜂窝通信已经非常成熟了。The wireless communication splits the covered area into different cells, and provides services such as voice, data, and video images through different frequency points and complex network topologies. With the development of several generations of technology, the current wireless cellular communication is very mature.
无线接入网络(Radio Access Network,RAN)是无线通信中非常重要的组成部分。RAN的改善方案在侧重于逐步提升网络的覆盖和用户体验的同时,也使得小区的网络拓扑和小区间协同变得越来越复杂。为了进一步提升网络性能,无线接入网的站点部署得越来越密,小区分裂得越来越小,能耗和管理也越来越复杂。第五代(the 5th Generation,5G)通信系统中的高低频混合组网也将面临这样的情况。The Radio Access Network (RAN) is a very important part of wireless communication. While the RAN's improvement scheme focuses on gradually improving the coverage and user experience of the network, it also makes the network topology and inter-cell coordination of the cell more and more complicated. In order to further improve the network performance, the stations of the radio access network are deployed more and more densely, the cells are split smaller and smaller, and the energy consumption and management are more and more complicated. The high-low frequency hybrid networking in the 5th Generation (5G) communication system will also face such a situation.
目前RAN的设计比较封闭,整体架构还是以提供覆盖和性能为目的,对网络感知不灵敏,也不够智能。虽然5G引入了因特网技术(Internet Technology,IT)中的一些云化(cloud)思想,希望避免通信的潮汐效应,但是,由于受限于整个网络的架构设计以及部署成本,并未能大规模部署。At present, the design of the RAN is relatively closed, and the overall architecture is aimed at providing coverage and performance, and is insensitive to network perception and not intelligent enough. Although 5G introduced some cloud ideas in Internet Technology (IT), it hopes to avoid the tidal effect of communication. However, due to the architecture design and deployment cost of the entire network, it cannot be deployed on a large scale. .
发明内容Summary of the invention
以下是对本文详细描述的主题的概述。本概述并非是为了限制权利要求的 保护范围。The following is an overview of the topics detailed in this document. This summary is not intended to limit the scope of the claims.
本申请提供一种调度方法及调度系统,能够灵活、自动实现对通信系统的控制,同时保证用户对网络的正常使用。The present application provides a scheduling method and a scheduling system, which can flexibly and automatically implement control of a communication system while ensuring normal use of the network by users.
本申请提供了一种调度方法,包括:实时监测当前覆盖域内网络的网络状态;响应于确定网络状态中的关键网络指标在预先设置的阈值范围内,按照获得的网络策略和优化参数生成新的网络模型参数;根据新的网络模型参数重新配置当前覆盖域内的网络。The present application provides a scheduling method, including: real-time monitoring of a network state of a network in a current coverage domain; and responding to determining that a critical network indicator in a network state is within a preset threshold range, generating a new one according to the obtained network policy and optimization parameters. Network model parameters; reconfigure the network within the current coverage domain based on the new network model parameters.
本申请还提供了一种计算机可读存储介质,存储有计算机可执行指令,所述计算机可执行指令设置为执行上述任一项所述的调度方法。The application further provides a computer readable storage medium storing computer executable instructions arranged to perform the scheduling method of any of the above.
本申请又提出了一种调度装置,包括处理器、存储器以及存储在存储器上可在处理器上运行的计算机程序:实时监测当前覆盖域内网络的网络状态;响应于确定网络状态中的关键网络指标在预先设置的阈值范围内,按照获得的网络策略和优化参数生成新的网络模型参数;根据新的网络模型参数重新配置当前覆盖域内的网络。The present application further provides a scheduling apparatus, including a processor, a memory, and a computer program stored on the memory and operable on the processor: real-time monitoring of a network state of a network in a current coverage domain; and responding to determining a key network indicator in a network state Within the preset threshold range, new network model parameters are generated according to the obtained network policy and optimization parameters; the network in the current coverage domain is reconfigured according to the new network model parameters.
本申请再提供了一种调度系统,包括:信息处理单元、业务操作单元、以及策略单元;其中,信息处理单元,设置为收集当前覆盖域内网络的网络状态,响应于确定网络状态中的关键网络指标在预先设置的阈值范围内,按照来自策略单元的网络策略和优化参数生成新的网络模型参数;业务操作单元,设置为根据新的网络模型参数重新配置当前覆盖域内的网络;策略单元,设置为与业务管理网元交互网络策略和优化参数。The application further provides a scheduling system, comprising: an information processing unit, a service operation unit, and a policy unit; wherein the information processing unit is configured to collect network status of the network in the current coverage domain, in response to determining a critical network in the network status The indicator generates a new network model parameter according to the network policy and the optimization parameter from the policy unit within a preset threshold range; the service operation unit is configured to reconfigure the network in the current coverage domain according to the new network model parameter; the policy unit, setting Interact network policies and optimize parameters with the service management network element.
在阅读并理解了附图和详细描述后,可以明白其他方面。Other aspects will be apparent upon reading and understanding the drawings and detailed description.
附图说明DRAWINGS
附图用来提供对本申请技术方案的进一步理解,并且构成说明书的一部分,与本申请的实施例一起用于解释本申请的技术方案,并不构成对本申请技术方案的限制。The drawings are used to provide a further understanding of the technical solutions of the present application, and constitute a part of the specification, which is used together with the embodiments of the present application to explain the technical solutions of the present application, and does not constitute a limitation of the technical solutions of the present application.
图1为相关技术中无线网络组网模式示意图;1 is a schematic diagram of a wireless network networking mode in the related art;
图2为本申请根据网络不同部署情况实现网络覆盖第一实施例的示意图;2 is a schematic diagram of a first embodiment of implementing network coverage according to different deployment scenarios of the network according to the present application;
图3为本申请根据网络不同部署情况实现网络覆盖第二实施例的示意图;3 is a schematic diagram of a second embodiment of implementing network coverage according to different deployment scenarios of the network according to the present application;
图4为本申请调度系统在网络中设置第一实施例的示意图;4 is a schematic diagram of a first embodiment of a scheduling system of the present application in a network;
图5为本申请调度系统在网络中设置第二实施例的示意图;5 is a schematic diagram of a second embodiment of a scheduling system of the present application in a network;
图6为本申请调度系统的组成结构示意图;6 is a schematic structural diagram of a scheduling system of the present application;
图7为本申请调度系统实现控制的方法的流程示意图。FIG. 7 is a schematic flowchart diagram of a method for implementing control in a scheduling system of the present application.
具体实施方式Detailed ways
下文中将结合附图对本申请的实施例进行详细说明。需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互任意组合。Embodiments of the present application will be described in detail below with reference to the accompanying drawings. It should be noted that, in the case of no conflict, the features in the embodiments and the embodiments in the present application may be arbitrarily combined with each other.
随着技术的发展,相关技术网络需要进一步提升网络感知,以及对应的智能化设计。比如对能耗的处理,图1为相关技术中无线网络组网模式示意图,如图1所示,不论覆盖小区内的用户如何分布,一旦网络规划完成,射频拉远单元(Radio Remote Unit,RRU)/有源天线处理单元(Active Antenna Units,AAU)和基带单元(Baseband Unit,BBU)会一直保持工作状态,这样无疑造成了资源的浪费。对于某些特殊场景如地铁、商场等,为了减少资源的浪费,工作人员会在地铁停止营运或商场打烊时对通信系统进行断电,而在地铁营运或商场营业时再上电。但是,一方面,对通信系统的控制依赖人工干预,扩展性差;另一方面,通信系统不仅仅是一个商业网络,同时也是社会基础设施,这种由于断电引起网络覆盖的不连续,影响了用户在这个时段的正常使用。With the development of technology, related technology networks need to further enhance network perception and corresponding intelligent design. For example, the processing of energy consumption, FIG. 1 is a schematic diagram of a wireless network networking mode in the related art. As shown in FIG. 1 , no matter how the users in the coverage cell are distributed, once the network planning is completed, the radio remote unit (RRU) ) / Active Antenna Units (AAU) and Baseband Units (BBUs) will remain active at all times, which undoubtedly wastes resources. For some special scenes such as subways, shopping malls, etc., in order to reduce the waste of resources, the staff will power off the communication system when the subway stops operating or the mall is snoring, and then power on when the subway operates or the mall is open. However, on the one hand, the control of the communication system relies on manual intervention, and the scalability is poor. On the other hand, the communication system is not only a commercial network, but also a social infrastructure. This discontinuity of network coverage caused by power failure affects User's normal use during this time period.
相对于传统的人工干预,申请人提出:如果通信系统能够识别不同应用场景,对于一些用户较少的小区,先把这些小区内的用户迁入到一个小区内,这个小区可以是新的小区,下文称为合并小区;之后,增大合并小区的容量和功率以使覆盖区域保持不变;接着,再关闭用户较少的那些不活跃的小区,并优化网络拓扑,这样,可以做到在节能的同时还保证良好的覆盖率。当合并小区的用户或流量活跃到一定程度,再恢复到系统初始配置的网络规划。这样,可以达到覆盖容量和节能自动化调整。如图2或图3所示,图2所示的示例,表示了假设根据当前网络状态,可以将7个小区(如图2中虚线所示六边形)合并为1个小区(如图2中实现所示六边形);图3所示的示例,表示了假设根据当前网络状态,可以将7个小区(如图3中虚线所示六边形)合并为3个小区(如图3中不同阴影表示的三部分小区)。也就是说,通过图2或图3,可以根据网络不同部署情况而采用对应的覆盖解决方案。Compared with the traditional manual intervention, the applicant proposes that if the communication system can identify different application scenarios, for some cells with fewer users, users in these cells are first moved into a cell, which may be a new cell. Hereinafter, it is called a merged cell; after that, the capacity and power of the merged cell are increased to keep the coverage area unchanged; then, those inactive cells with fewer users are closed, and the network topology is optimized, so that energy saving can be achieved. It also guarantees good coverage. When the user or traffic of the merged cell is active to a certain extent, the network plan of the initial configuration of the system is restored. In this way, coverage capacity and energy-saving automation adjustments can be achieved. As shown in FIG. 2 or FIG. 3, the example shown in FIG. 2 shows that it is assumed that seven cells (such as the hexagon shown by the dotted line in FIG. 2) can be combined into one cell according to the current network state (see FIG. 2). The hexagon shown in the figure is implemented; the example shown in Figure 3 shows that it is assumed that according to the current network state, 7 cells (such as the hexagon shown by the dotted line in Fig. 3) can be merged into 3 cells (Fig. 3). Three-part cell represented by different shades). That is to say, through FIG. 2 or FIG. 3, a corresponding coverage solution can be adopted according to different deployment scenarios of the network.
为了实现上述过程,本申请会在无线接入网中增设调度系统,本申请调度 系统在网络中设置可以如图4或图5所示。图4表示4G/5G网络中BBU功能的集中单元(Centralized Unit,CU)和分布单元(Distributed Unit,DU)合一部署的场景,新增的调度系统可以管理多个BBU。图5表示4G/5G网络中BBU功能的CU和DU分离部署的场景,新增的调度系统可以管理多个CU和多个DU。In order to implement the above process, the present application adds a scheduling system to the radio access network. The scheduling system of the present application can be set in the network as shown in FIG. 4 or FIG. 5. Figure 4 shows a scenario in which a centralized unit (CU) and a distributed unit (DU) of a BBU function are deployed in a 4G/5G network. The new scheduling system can manage multiple BBUs. Figure 5 shows the scenario where the CU and the DU of the BBU function are deployed separately in the 4G/5G network. The new scheduling system can manage multiple CUs and multiple DUs.
其中,调度系统设置为对无线网络运行状态以及网络的用户行为进行监控,在网络状态和用户行为发生改变并达到预先设置的阈值时,通过预先设置的模板(即一系列参数按照指定格式排列的集合)或网络自行计算的优化参数(可以是模板内的参数,也可能是其它参数),自动重新配置网络,使得网络能够自适应当前网络的状态,以实现覆盖和调度的自优化,以及智能节能。The scheduling system is configured to monitor the running state of the wireless network and the user behavior of the network, and when the network state and the user behavior change and reach a preset threshold, the preset template (ie, a series of parameters are arranged in a specified format). The collection parameter or the network's self-calculating optimization parameters (which may be parameters within the template or other parameters), automatically reconfigure the network, enabling the network to adapt to the state of the current network, to achieve self-optimization of coverage and scheduling, and intelligence Energy saving.
在一实施例中,网络运行状态包括但不限于以下至少之一:当前无线接入网载波频段、网络容量、用户位置、用户连接数、用户激活数、用户流量,以及射频功率等参数。In an embodiment, the network operating state includes, but is not limited to, at least one of the following: a current radio access network carrier frequency band, a network capacity, a user location, a number of user connections, a number of user activations, user traffic, and radio frequency power.
在一实施例中,用户行为包括但不限于以下至少之一:用户当前的运行状态如激活态或非激活态、用户业务属性如实时性或非实时性、用户业务流量如大流量或小流量,以及用户业务行为如语音或网页浏览等。In an embodiment, the user behavior includes but is not limited to at least one of the following: a current running state of the user, such as an active state or an inactive state, a user service attribute such as real-time or non-real-time, and a user traffic such as a large traffic or a small traffic. And user business behavior such as voice or web browsing.
在一实施例中,预先设置的阈值是基于网络运行状态和用户行为的指标集合,这部分指标可以是用户预先导入的模板阈值(即一系列参数阈值按照指定格式排列的集合),也可以是调度系统通过大数据训练或机器学习得到的模型阈值(模板的参数阈值以及优化参数的阈值)。其中,通过大数据训练或机器学习可以包括:对收集到的网络运行的大量数据进行数据挖掘或者特征提取,将提取的特征数据反馈迭代计算,计算得到最优的模型值作为模型阈值。In an embodiment, the preset threshold is a set of indicators based on network running status and user behavior, and the indicator may be a template threshold that is pre-imported by the user (that is, a set of parameter thresholds arranged in a specified format), or may be The model threshold (the parameter threshold of the template and the threshold of the optimization parameter) obtained by the scheduling system through big data training or machine learning. The big data training or the machine learning may include: performing data mining or feature extraction on a large amount of data collected by the collected network, and performing the iterative calculation on the extracted feature data feedback, and calculating an optimal model value as a model threshold.
在一实施例中,网络自行计算的优化参数包括:合并小区的物理层小区标识(physical-layer Cell identity,PCI)重选、载波频段选择、射频功率调整,以及射频通道(channel)选择等。其中,合并小区的PCI重选可以从合并之前的几个小区中重新选择,或者从规划的PCI池中选择。In an embodiment, the network self-calculating optimization parameters include: physical-layer cell identity (PCI) reselection, carrier frequency band selection, radio frequency power adjustment, and radio channel selection. The PCI reselection of the merged cell may be reselected from several cells before the merge, or selected from the planned PCI pool.
图6为本申请调度系统的组成结构示意图,如图6所示,至少包括:信息处理单元、业务操作单元,以及策略单元。FIG. 6 is a schematic structural diagram of a scheduling system of the present application. As shown in FIG. 6, the method includes at least an information processing unit, a service operation unit, and a policy unit.
信息处理单元,设置为收集当前覆盖域内网络的网络状态,响应于确定网络状态中的关键网络指标在预先设置的阈值范围内,按照来自策略单元的网络 策略和网络自行计算得到的优化参数生成新的网络模型参数。The information processing unit is configured to collect network status of the network in the current coverage area, and generate new information according to the network policy from the policy unit and the optimization parameter calculated by the network in response to determining that the critical network indicator in the network status is within a preset threshold range. Network model parameters.
业务操作单元,设置为根据新的网络模型参数重新配置当前覆盖域内的网络。The business operations unit is configured to reconfigure the network within the current coverage domain based on the new network model parameters.
策略单元,设置为负责与业务管理网元(Element Management System,EMS)交互网络策略和优化参数等信息。The policy unit is set to be responsible for interacting with the Element Management System (EMS) to exchange network policies and optimize parameters.
在一实施例中,还包括日志单元,设置为记录所述业务操作单元的操作结果。In an embodiment, a log unit is further included, configured to record an operation result of the service operation unit.
在一实施例中,网络状态包括网络运行状态、用户行为等。In an embodiment, the network status includes network operating status, user behavior, and the like.
在一实施例中,关键网络指标是预先指定的覆盖域内的用户数和网络负载等。比如,对于单个站点覆盖场景,关键网络指标可以包括但不限于:网络流量或者小区内网络用户数;再如:对于地铁、商场覆盖场景,关键网络指标可以包括但不限于:网络流量或者小区内网络用户数;又如:对于高频低频混合组网场景,关键网络指标可以包括但不限于:高频热点小区内网络用户数和流量;再如:对于4G和5G混合组网场景,关键网络指标可以包括但不限于:5G热点小区内用户网络用户数和流量。In an embodiment, the critical network indicator is a pre-specified number of users in the coverage domain, network load, and the like. For example, for a single site coverage scenario, the key network indicators may include, but are not limited to, network traffic or number of network users in the cell; for example, for subway and mall coverage scenarios, key network indicators may include, but are not limited to, network traffic or intra-cell The number of network users; for example, for high-frequency and low-frequency hybrid networking scenarios, the key network indicators may include, but are not limited to, the number of network users and traffic in the high-frequency hotspot cell; for example, for the 4G and 5G hybrid networking scenarios, the critical network The indicators may include, but are not limited to, the number of user network users and traffic in the 5G hotspot cell.
需要说明的是,调度系统的多个组成单元可以设置在同一实体上,也可以分设在不同的实体上。It should be noted that multiple component units of the scheduling system may be disposed on the same entity or may be grouped on different entities.
在一实施例中,日志单元还设置为:向EMS上报当前操作的日志记录。In an embodiment, the log unit is further configured to report the log record of the current operation to the EMS.
在一实施例中,策略单元还设置为:将当前的网络状态信息上报给EMS。这样,EMS可以在后台对当前网络状态进行分析,如果在比较出采用EMS自身生成新的网络模型参数调整网络结构的调整结果优于调度系统上报的网络结构调整结果时,会根据EMS自身生成新的网络模型参数更新网络策略,以便策略日志单元后续获取更优的网络策略。这里,EMS可以直接将更新后的网络策略下发给策略日志单元,也可以存储更新后的网络策略,等待策略日志单元与EMS交互时再获取。In an embodiment, the policy unit is further configured to: report the current network status information to the EMS. In this way, the EMS can analyze the current network status in the background. If the adjustment result of adjusting the network structure by using the EMS itself to generate a new network model parameter is better than the network structure adjustment result reported by the scheduling system, the EMS will generate a new one according to the EMS itself. The network model parameters update the network policy so that the policy log unit subsequently obtains a better network policy. Here, the EMS can directly send the updated network policy to the policy log unit, or store the updated network policy, and wait for the policy log unit to interact with the EMS.
在一实施例中,信息处理单元包括:服务检测模块、业务分析模块、模型处理模块,以及信息存储模块。In an embodiment, the information processing unit includes: a service detection module, a service analysis module, a model processing module, and an information storage module.
服务检测模块,设置为实时监测当前覆盖域内的预先指定的关键网络指标如用户数和网络负载等。The service detection module is configured to monitor in advance real-time specified key network indicators such as the number of users and network load in the current coverage area.
业务分析模块,设置为根据网络状态的信息,对关键网络指标如网络负载 以及用户模型进行分析,响应于关键网络指标在预先设置的阈值范围内,例如整个网络负载或者某些小区内网络用户数降低或上升到预先设置的阈值范围内,根据存储在信息存储模块中的当前覆盖域内的的历史信息和历史参数,分析并预测网络下一步可能的网络行为,并向模型处理模块请求新的网络配置策略;其中,分析可以包括:利用当前监测到的网络状态的信息,分析某些时间段用户数、流量等的变化情况是否和之前记录的某段时间内历史信息和参数接近,如果比较接近如差值在一定预设范围内,可以预测出网络接下来的网络行为和之前的历史网络行为类似,比如大部分商场在某个时间段要停止营业后用户数就急剧减少等,此时可以考虑合并一些小区以节省资源。The service analysis module is configured to analyze key network indicators, such as network load and user model, according to network status information, and respond to key network indicators within a preset threshold range, such as the entire network load or the number of network users in some cells. Decreasing or rising to a preset threshold range, analyzing and predicting possible network behavior of the network according to historical information and historical parameters stored in the current coverage domain in the information storage module, and requesting a new network from the model processing module The configuration strategy may include: analyzing, by using information about the currently monitored network status, whether the change of the number of users, the flow, and the like in some time periods is close to the historical information and parameters recorded in a certain period of time, if relatively close If the difference is within a certain preset range, it can be predicted that the next network behavior of the network is similar to that of the previous historical network. For example, most of the shopping malls will be drastically reduced after a certain period of time is closed. Consider merging some cells to save resources.
模型处理模块,设置为根据来自策略单元的网络策略及网络自行计算得到的优化参数,计算出新的网络模型参数并上报给策略单元,将得到的新的网络模型参数通知业务操作单元;其中,网络模型是预先静态配置好参数的,计算就是根据网络具体的运营状态优化可以进行优化的参数,从而得到新的网络模型参数,并将这些数据汇总上报。The model processing module is configured to calculate a new network model parameter according to the network policy from the policy unit and the optimized parameter calculated by the network, and report the new network model parameter to the policy unit, and notify the service operation unit of the obtained new network model parameter; The network model is configured with static parameters in advance. The calculation is based on the specific operational state of the network to optimize the parameters that can be optimized, so as to obtain new network model parameters and report the data.
信息存储模块,设置为存储来自业务操作单元的需要调整的小区和用户调整前的网络配置信息,比如需要迁移的用户数据等。The information storage module is configured to store the network configuration information from the service operation unit that needs to be adjusted and the user before adjustment, such as user data that needs to be migrated.
在一实施例中,业务操作单元包括以下模块的至少之一:资源操作模块、射频基带操作模块,以及小区操作模块。In an embodiment, the service operation unit includes at least one of the following modules: a resource operation module, a radio frequency baseband operation module, and a cell operation module.
资源操作模块,设置为根据来自信息处理单元的新的网络模型参数,针对需要调整的小区和用户,分配或回收无线接入网的计算资源、存储资源或网络资源等,或者,根据资源需求开启或关闭单板或机框等。The resource operation module is configured to allocate or recycle a computing resource, a storage resource, or a network resource of the radio access network for the cell and the user that needs to be adjusted according to the new network model parameter from the information processing unit, or open according to the resource requirement Or close the board or chassis.
射频基带操作模块,设置为根据来自信息处理单元的新的网络模型参数,针对需要调整的小区和用户,调整射频单元和基带处理单元,比如关闭或打开某些载波频点和射频通道等。The radio frequency baseband operation module is configured to adjust the radio frequency unit and the baseband processing unit, such as turning off or turning on certain carrier frequency points and radio frequency channels, according to the new network model parameters from the information processing unit, for the cells and users that need to be adjusted.
小区操作模块,根据来自信息处理单元的新的网络模型参数,针对需要调整的小区和用户,合并多个小区或拆分至少一个小区,将当前覆盖区域内用户迁移到新的网络模型参数中新规划的小区中;并将需要调整的小区和用户调整前的网络配置信息存储在信息处理单元的信息存储模块中。The cell operation module, according to the new network model parameter from the information processing unit, merges multiple cells or splits at least one cell for the cell and user to be adjusted, and migrates the user in the current coverage area to the new network model parameter. In the planned cell, the network configuration information before the adjustment of the cell and the user to be adjusted is stored in the information storage module of the information processing unit.
本申请中,业务操作单元在根据信息处理单元计算的新的网络模型参数调整网络如小区合并或拆分等后,为了最小程度影响原用户的业务使用,业务操 作单元会将网络调整之前保存在信息储存模块中的网络配置信息(比如访问网络的缓存信息等)再恢复,这样即使网络做了调整,用户也不一定会感知到网络的变化。In the present application, after the service operation unit adjusts the network, such as cell merge or split, according to the new network model parameters calculated by the information processing unit, in order to minimize the influence of the original user's service usage, the service operation unit saves the network adjustment before The network configuration information (such as the cache information of the access network) in the information storage module is restored, so that even if the network is adjusted, the user may not perceive the network change.
可见,业务操作单元根据当前计算出的新的网络模型参数,既可以对单个基站(eNB或gNB)进行操作,比如关闭或开启单个基站不同的载波频点和射频通道;也可以是对多个基站之间协同的操作,比如小区合并,重新调整系统的无线资源等。It can be seen that the service operation unit can operate on a single base station (eNB or gNB) according to the currently calculated new network model parameters, such as turning off or turning on different carrier frequency points and radio frequency channels of a single base station; Cooperative operations between base stations, such as cell merging, re-adjusting the wireless resources of the system.
在一实施例中,策略单元包括:策略同步模块和关键性能指标模块。In an embodiment, the policy unit includes: a policy synchronization module and a key performance indicator module.
策略同步模块,设置为接收来自EMS的网络策略和网络自行计算的到的优化参数并输出给信息处理单元;在一实施例中,策略同步模块还设置为:将当前的网络状态信息上报给EMS。The policy synchronization module is configured to receive the network policy from the EMS and the optimized parameters that are calculated by the network and output the information to the information processing unit. In an embodiment, the policy synchronization module is further configured to: report the current network status information to the EMS. .
关键性能指标模块,设置为从信息处理单元中的服务检测模块获取当前网络的关键性能指标。The key performance indicator module is configured to obtain key performance indicators of the current network from the service detection module in the information processing unit.
在一实施例中,预先设置的阈值是基于网络运行状态和用户行为的指标集合;阈值为用户预先导入的模板阈值;或者,阈值为通过大数据训练或机器学习得到的模型阈值以及优化参的数阈值。In an embodiment, the preset threshold is a set of indicators based on network running status and user behavior; the threshold is a template threshold that is pre-introduced by the user; or the threshold is a model threshold obtained by big data training or machine learning, and the optimized parameter is Number threshold.
在一实施例中,当阈值为通过大数据训练或机器学习得到的模型阈值以及优化参数的阈值时,信息处理单元中的业务分析模块还设置为:In an embodiment, when the threshold is a model threshold obtained by big data training or machine learning and a threshold of the optimization parameter, the service analysis module in the information processing unit is further configured to:
对收集到的数据进行大数据训练和机器学习,如通过数据挖掘或者特征提取,将提取的特征数据反馈迭代计算,计算得到最优的模型系数;将学习到的网络模型阈值和优化参数的阈值反馈给策略单元,可供进一步人工优化处理;并将学习到的网络模型阈值和优化参数的阈值输出给业务操作单元使用。Perform big data training and machine learning on the collected data. For example, through data mining or feature extraction, the extracted feature data feedback is iteratively calculated, and the optimal model coefficients are calculated; the learned network model threshold and the threshold of the optimized parameters are learned. The feedback is sent to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the business operation unit for use.
通过在网络中增设本申请调度系统,如果用户行为或网络环境,如包括但不限于用户数和网络流量等重要网络指标发生变化,则会触发网络自动变更,将当前无线接入网迁移到网络的初始状态(即根据典型应用场景而规划的网络模式,典型场景按最大需求配置网络)或另一个规划模型状态,灵活、自动地实现了对通信系统的智能控制,同时保证了用户对网络的正常使用。By adding the scheduling system of the present application in the network, if the user behavior or the network environment, such as, but not limited to, the number of important network indicators such as the number of users and network traffic changes, the network automatically changes and the current wireless access network is migrated to the network. The initial state (that is, the network mode planned according to the typical application scenario, the typical scenario configures the network according to the maximum demand) or another planning model state, flexibly and automatically realizes the intelligent control of the communication system, and ensures the user to the network. Normal use.
用户在相关无线接入网络中增设该调度系统,针对指定的无线覆盖区域配置对应的调度系统。用户根据相关无线接入网络规划和部署,以及对应的参数和模型,制定多种覆盖策略,在每种覆盖策略基础上预先设置部分可调整参数 给系统调整。The user adds the scheduling system to the relevant wireless access network, and configures a corresponding scheduling system for the specified wireless coverage area. Based on the relevant radio access network planning and deployment, and corresponding parameters and models, the user formulates multiple coverage strategies, and presets some adjustable parameters to the system for adjustment based on each coverage strategy.
下面结合具体应用场景对本申请调度系统实现控制进行详细描述。The implementation control of the scheduling system of the present application is described in detail below in conjunction with specific application scenarios.
第一实施用例以单个站点覆盖优化为例。The first implementation use case is exemplified by a single site coverage optimization.
假设用户在相关无线接入网络中新增调度系统,针对指定的无线覆盖区域的站点配置有对应的调度系统。并且,用户根据相关无线接入网络规划和部署,以及对应的参数和模型,分别制定了工作时间段和非工作时间段两种覆盖策略即上文中的网络策略,并在多个覆盖策略的基础上,预留部分参数为可调节的优化参数如载波频点、射频通道、射频功率等以被系统进行调整。结合图6可见,It is assumed that the user adds a scheduling system to the relevant radio access network, and a corresponding scheduling system is configured for the site of the specified radio coverage area. Moreover, according to the relevant radio access network planning and deployment, and the corresponding parameters and models, the user separately formulates two coverage strategies, namely the working time period and the non-working time period, namely the network strategy in the above, and the basis of multiple coverage strategies. The reserved parameters are adjustable optimization parameters such as carrier frequency, RF channel, RF power, etc. to be adjusted by the system. As can be seen in conjunction with Figure 6,
服务检测模块实时监测当前覆盖域内的用户数、网络负载等重要网络指标;业务分析模块在获得监测信息后,对关键网络指标如网络负载以及用户模型进行分析,如果网络流量或者小区内网络用户数下降到预先设置的阈值范围内即进入非工作时间段的处理模式,根据当前覆盖域内网络的历史信息和配置,分析预测网络下一步可能的网络行为,并向模型处理模块请求新的网络配置策略;模型分析模块则根据来自所述策略单元的网络策略及网络自行计算得到的优化参数,计算出新的网络模型参数并上报给策略单元,并告知业务操作单元进行相应处理并将需要调整的小区和用户的信息存入到信息存储模块中。The service detection module monitors important network indicators such as the number of users and network load in the current coverage area in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if network traffic or number of network users in the cell Falling into the preset threshold range, that is, entering the processing mode of the non-working time period, analyzing and predicting the possible network behavior of the network according to the historical information and configuration of the network in the current coverage domain, and requesting the new network configuration strategy from the model processing module. The model analysis module calculates new network model parameters and reports them to the policy unit according to the network policy from the policy unit and the optimized parameters calculated by the network, and informs the service operation unit to perform corresponding processing and needs to adjust the cells. And the user's information is stored in the information storage module.
业务操作单元根据新的网络模型参数,调整新的网络参数和配置,将操作结果记录在日志单元。其中,资源操作模块会分配或回收一些无线接入网的计算资源、存储资源或网络资源等资源;或者根据资源需求开启或关闭一些单板或机框。如果一些站点配置有多载波,那么,射频基带操作模块会关闭部分载波和射频通道,以降低系统功耗;而小区操作模块会合并覆盖区域的多个小区,并将需要调整的小区和用户在调整前的网络配置信息即小区合并,需要调整之前的网络配置信息,存储在信息存储模块中,在网络信息调整后,业务操作单元再利用信息存储模块中存储的小区和用户信息恢复用户数据。The business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit. The resource operation module allocates or reclaims resources such as computing resources, storage resources, or network resources of the radio access network; or enables or disables some boards or chassis according to resource requirements. If some sites are configured with multiple carriers, the RF baseband operation module will turn off part of the carrier and RF channels to reduce system power consumption; and the cell operation module will merge multiple cells in the coverage area, and the cells and users that need to be adjusted are The network configuration information before the adjustment is the cell merging. The network configuration information needs to be adjusted and stored in the information storage module. After the network information is adjusted, the service operation unit uses the cell and user information stored in the information storage module to restore the user data.
策略同步模块将接收到的来自EMS的网络策略和网络自行计算得到的优化参数输出给信息处理单元,将当前网络状态信息上报给EMS;存储当前操作的日志记录并上报给EMS。The policy synchronization module outputs the received network policy from the EMS and the optimized parameters obtained by the network to the information processing unit, and reports the current network status information to the EMS. The log records of the current operation are stored and reported to the EMS.
这样,到工作时间段,用户数和网络流量开始变化,超过上述预先设置的阈值后会触发网络自动变更,多个小区分别上电,宏小区拆分为多个微小区, 系统将射频、基带、小区等网络参数迁移到网络系统自身缺省的工作状态。In this way, the number of users and network traffic begin to change during the working period. If the preset threshold is exceeded, the network will automatically change, multiple cells are powered on, and the macro cell is divided into multiple micro cells. The system will be radio frequency and baseband. Network parameters such as cells are migrated to the default working state of the network system itself.
第二实施用例以地铁、商场覆盖场景为例。The second implementation use case takes the subway and shopping mall coverage scene as an example.
假设用户在相关无线接入网络中新增调度系统,针对指定的无线覆盖区域即地铁或商场配置对应的调度系统。并且,用户根据相关无线接入网络规划和部署,以及对应的参数和模型,分别制定了工作时间段和非工作时间段两种覆盖策略即上文中的网络策略,并在多个覆盖策略的基础上,预留部分参数为可调节的优化参数如载波频点、射频通道、射频功率等以被系统进行调整。结合图6可见,It is assumed that the user adds a scheduling system to the relevant wireless access network, and configures a corresponding scheduling system for the designated wireless coverage area, that is, the subway or the shopping mall. Moreover, according to the relevant radio access network planning and deployment, and the corresponding parameters and models, the user separately formulates two coverage strategies, namely the working time period and the non-working time period, namely the network strategy in the above, and the basis of multiple coverage strategies. The reserved parameters are adjustable optimization parameters such as carrier frequency, RF channel, RF power, etc. to be adjusted by the system. As can be seen in conjunction with Figure 6,
服务检测模块实时监测当前覆盖域内的用户数、网络负载等重要网络指标;业务分析模块在获得监测信息后,对关键网络指标如网络负载以及用户模型进行分析,如果网络流量或者小区内网络用户数下降到预先设置的阈值范围内即进入非工作时间段的处理模式,根据当前覆盖域内网络的历史信息和配置,分析预测网络下一步可能的网络行为,并向模型处理模块请求新的网络配置策略;模型分析模块则根据来自所述策略单元的网络策略及网络自行计算得到的优化参数,计算出新的网络模型参数并上报给策略单元,并告知业务操作单元进行相应处理并将需要调整的小区和用户的信息存入到信息存储模块中。The service detection module monitors important network indicators such as the number of users and network load in the current coverage area in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if network traffic or number of network users in the cell Falling into the preset threshold range, that is, entering the processing mode of the non-working time period, analyzing and predicting the possible network behavior of the network according to the historical information and configuration of the network in the current coverage domain, and requesting the new network configuration strategy from the model processing module. The model analysis module calculates new network model parameters and reports them to the policy unit according to the network policy from the policy unit and the optimized parameters calculated by the network, and informs the service operation unit to perform corresponding processing and needs to adjust the cells. And the user's information is stored in the information storage module.
业务操作单元根据新的网络模型参数,调整新的网络参数和配置,将操作结果记录在日志单元。其中,资源操作模块会分配或回收一些无线接入网的计算资源、存储资源或网络资源等资源;或者根据资源需求开启或关闭一些单板或机框。射频基带操作模块会关闭部分基带处理单元,调高射频单元功率以增大覆盖面积;而小区操作模块会合并覆盖区域的多个小区,并将需要调整的小区和用户在调整前的网络配置信息即小区合并,需要调整之前的网络配置信息,存储在信息存储模块中,在网络信息调整后,业务操作单元再利用信息存储模块中存储的小区和用户信息恢复用户数据。The business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit. The resource operation module allocates or reclaims resources such as computing resources, storage resources, or network resources of the radio access network; or enables or disables some boards or chassis according to resource requirements. The RF baseband operation module will turn off part of the baseband processing unit to increase the power of the radio unit to increase the coverage area; and the cell operation module will merge multiple cells in the coverage area, and the network configuration information of the cell and the user to be adjusted before adjustment That is, the cell is merged, and the previous network configuration information needs to be adjusted and stored in the information storage module. After the network information is adjusted, the service operation unit uses the cell and user information stored in the information storage module to restore the user data.
策略同步模块将接收到的来自EMS的网络策略和网络自行计算得到的优化参数输出给信息处理单元,将当前网络状态信息上报给EMS;存储当前操作的日志记录并上报给EMS。The policy synchronization module outputs the received network policy from the EMS and the optimized parameters obtained by the network to the information processing unit, and reports the current network status information to the EMS. The log records of the current operation are stored and reported to the EMS.
信息处理单元中的业务分析模块对收集到的数据进行大数据训练和机器学习,如通过数据挖掘或者特征提取,将提取的特征数据反馈迭代计算,计算得到最优的模型系数;将学习到的网络模型阈值和优化参数的阈值反馈给策略单 元,可供进一步人工优化处理;并将学习到的网络模型阈值和优化参数的阈值输出给业务操作单元使用。The business analysis module in the information processing unit performs big data training and machine learning on the collected data, such as data mining or feature extraction, and the extracted feature data is fed back to the iterative calculation to calculate the optimal model coefficient; The network model threshold and the threshold of the optimization parameter are fed back to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the service operation unit for use.
这样,到工作时间段,用户数和网络流量开始变化,超过上述预先设置的阈值后会触发网络自动变更,多个小区分别上电,宏小区拆分为多个微小区,系统将射频、基带、小区等网络参数迁移到网络系统自身缺省的工作状态。In this way, the number of users and network traffic begin to change during the working period. If the preset threshold is exceeded, the network will automatically change, multiple cells are powered on, and the macro cell is divided into multiple micro cells. The system will be radio frequency and baseband. Network parameters such as cells are migrated to the default working state of the network system itself.
第三实施用例以高频低频混合组网场景为例。The third implementation example takes a high frequency and low frequency hybrid networking scenario as an example.
假设用户在相关无线接入网络中新增调度系统,针对指定的无线覆盖区域的站点配置有对应的调度系统。并且,用户根据相关无线接入网络规划和部署,以及对应的参数和模型,分别制定了低频段的宏小区解决覆盖策略、高频段的微小区吸收热点容量的覆盖策略即上文中的网络策略,并在多个覆盖策略的基础上,预留部分参数为可调节的优化参数如载波频点、射频通道、射频功率、容量等以被系统进行调整。It is assumed that the user adds a scheduling system to the relevant radio access network, and a corresponding scheduling system is configured for the site of the specified radio coverage area. Moreover, according to the planning and deployment of the relevant radio access network, and the corresponding parameters and models, the user respectively formulates a coverage strategy for the low-band macro cell to solve the coverage strategy and the high-band micro-cell to absorb the hotspot capacity, that is, the network strategy above. On the basis of multiple coverage strategies, some parameters are reserved for adjustable optimization parameters such as carrier frequency, radio frequency channel, radio frequency power, capacity, etc. to be adjusted by the system.
结合图6可见,服务检测模块实时监测当前覆盖域内的用户数,网络负载等重要网络指标信息;业务分析模块在获得监测信息后,对关键网络指标如网络负载以及用户模型进行分析,如果高频热点小区内网络用户数和流量下降到预先设置的阈值范围内,根据当前覆盖域内网络的历史信息和配置,分析预测网络的下一步可能的网络行为,并向模型处理模块请求新的网络配置策略;模型分析模块则根据来自所述策略单元的网络策略及优化,计算出新的网络模型参数并上报给策略单元,比如:在当前网络条件下,可以关闭高频热点小区,同时需要增加低频小区覆盖容量,并告知业务操作单元进行相应处理并将需要调整的高频热点小区和用户的信息存入到信息存储模块中。As shown in FIG. 6, the service detection module monitors the number of users in the current coverage area, network load and other important network indicator information in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if high frequency The number of network users and traffic in the hotspot cell falls within a preset threshold range. According to the historical information and configuration of the network in the current coverage domain, the next possible network behavior of the predicted network is analyzed, and a new network configuration policy is requested from the model processing module. The model analysis module calculates new network model parameters and reports them to the policy unit according to the network policy and optimization from the policy unit. For example, under the current network condition, the high frequency hotspot cell can be turned off, and the low frequency cell needs to be added. The capacity is covered, and the service operation unit is informed to perform corresponding processing and the information of the high frequency hotspot cell and the user that needs to be adjusted is stored in the information storage module.
业务操作单元根据新的网络模型参数,调整新的网络参数和配置,将操作结果记录在日志单元。其中,资源操作模块会关闭高频热点小区的站点,增加低频小区的资源分配;射频基带操作模块会关闭高频小区站点,调高低频站点射频功率,增大覆盖面积;而小区操作模块会合并覆盖区域的多个小区,并将高频热点小区和用户在调整前的网络配置信息即小区合并,需要调整之前的网络配置信息,存储在信息存储模块中,在网络信息调整后,业务操作单元再利用信息存储模块中存储的小区和用户信息恢复用户数据。The business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit. The resource operation module closes the site of the high frequency hotspot cell and increases the resource allocation of the low frequency cell; the RF baseband operation module turns off the high frequency cell site, increases the RF power of the low frequency station, and increases the coverage area; and the cell operation module merges Multiple cells in the area are covered, and the high-frequency hotspot cell and the user are merged in the network configuration information before the adjustment, that is, the network configuration information needs to be adjusted and stored in the information storage module. After the network information is adjusted, the service operation unit The user data is restored by using the cell and user information stored in the information storage module.
策略同步模块将接收到的来自EMS的网络策略和网络自行计算得到的优化参数输出给信息处理单元,将当前网络状态信息上报给EMS;存储当前操作的 日志记录并上报给EMS。The policy synchronization module outputs the received network policy from the EMS and the optimized parameters calculated by the network to the information processing unit, and reports the current network status information to the EMS. The log records of the current operation are stored and reported to the EMS.
信息处理单元中的业务分析模块对收集到的数据进行大数据训练和机器学习,如通过数据挖掘或者特征提取,将提取的特征数据反馈迭代计算,计算得到最优的模型系数;将学习到的网络模型阈值和优化参数的阈值反馈给策略单元,可供进一步人工优化处理;并将学习到的网络模型阈值和优化参数的阈值输出给业务操作单元使用。The business analysis module in the information processing unit performs big data training and machine learning on the collected data, such as data mining or feature extraction, and the extracted feature data is fed back to the iterative calculation to calculate the optimal model coefficient; The network model threshold and the threshold of the optimization parameter are fed back to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the service operation unit for use.
这样,随着用户的增多,连接数和网络流量开始变化,超过上述预先设置的阈值后触发网络自动变更,开启高频热点小区分散流量,降低低频小区功率保持一定覆盖面积,将射频、基带、小区等网络参数迁移到网络系统自身缺省的工作状态。In this way, as the number of users increases, the number of connections and network traffic begin to change. After the above-mentioned preset threshold is exceeded, the network is automatically changed, the high-frequency hotspot cell is dispersed, and the low-frequency cell power is kept to maintain a certain coverage area. The radio frequency, baseband, and The network parameters such as the cell are migrated to the default working state of the network system itself.
第四实施用例以4G和5G混合组网场景为例。The fourth implementation example takes a 4G and 5G hybrid networking scenario as an example.
假设用户在相关无线接入网络中新增调度系统,针对指定的无线覆盖区域的站点配置有对应的调度系统。并且,用户根据相关无线接入网络规划和部署,以及对应的参数和模型,分别制定了4G宏小区解决覆盖策略,5G微小区吸收热点容量的覆盖策略即上文中的网络策略,并在多个覆盖策略的基础上,预留部分参数为可调节的优化参数如载波频点、射频通道、射频功率、容量等以被系统进行调整。结合图6可见,It is assumed that the user adds a scheduling system to the relevant radio access network, and a corresponding scheduling system is configured for the site of the specified radio coverage area. Moreover, the user separately formulates a 4G macro cell solution coverage strategy according to the relevant radio access network planning and deployment, and corresponding parameters and models, and the coverage strategy of the 5G micro cell absorbing hotspot capacity is the above network policy, and multiple On the basis of the coverage strategy, some parameters are reserved for adjustable optimization parameters such as carrier frequency, radio frequency channel, radio frequency power, capacity, etc. to be adjusted by the system. As can be seen in conjunction with Figure 6,
服务检测模块实时监测当前覆盖域内的用户数,网络负载等重要网络指标信息;业务分析模块在获得监测信息后,对关键网络指标如网络负载以及用户模型进行分析,如果5G热点小区内用户网络用户数和流量下降到预先设置的阈值范围内,根据当前覆盖域内网络的历史信息和配置,分析预测网络的下一步可能的网络行为,并向模型处理模块请求新的网络配置策略;模型分析模块则根据来自所述策略单元的网络策略及网络自行计算得到的优化参数,计算出新的网络模型参数并上报给策略单元,比如:在当前网络条件下,可以关闭5G热点小区,同时需要增加4G小区覆盖容量,并告知业务操作单元进行相应处理并将需要调整的高频热点小区和用户的信息存入到信息存储模块中。The service detection module monitors the number of users in the current coverage area, network load and other important network indicator information in real time; after obtaining the monitoring information, the service analysis module analyzes key network indicators such as network load and user model, if the user network user in the 5G hotspot cell The number and traffic drop to a preset threshold range. According to the historical information and configuration of the network in the current coverage domain, the next possible network behavior of the predicted network is analyzed, and a new network configuration policy is requested from the model processing module; the model analysis module is Calculate the new network model parameters and report them to the policy unit according to the network policy from the policy unit and the optimized parameters obtained by the network. For example, under the current network conditions, the 5G hotspot cell can be shut down and the 4G cell needs to be added. The capacity is covered, and the service operation unit is informed to perform corresponding processing and the information of the high frequency hotspot cell and the user that needs to be adjusted is stored in the information storage module.
业务操作单元根据新的网络模型参数,调整新的网络参数和配置,将操作结果记录在日志单元。其中,资源操作模块会关闭5G热点小区的站点,增加4G小区的资源分配;射频基带操作模块会关闭5G小区站点,调高4G站点射频功率,增大覆盖面积;而小区操作模块会合并覆盖区域的多个小区,并将5G热 点小区和用户在调整前的网络配置信息即小区合并,需要调整之前的网络配置信息,存储在信息存储模块中,在网络信息调整后,业务操作单元再利用信息存储模块中存储的小区和用户信息恢复用户数据。The business operation unit adjusts new network parameters and configurations according to the new network model parameters, and records the operation results in the log unit. The resource operation module will close the site of the 5G hotspot cell and increase the resource allocation of the 4G cell; the RF baseband operation module will close the 5G cell site, increase the RF power of the 4G site, and increase the coverage area; and the cell operation module will merge the coverage area. Multiple cells, and the 5G hotspot cell and the user before the adjustment of the network configuration information, that is, the cell merge, need to adjust the previous network configuration information, stored in the information storage module, after the network information is adjusted, the business operation unit reuse information The cell and user information stored in the storage module recovers user data.
策略同步模块将接收到的来自EMS的网络策略和网络自行计算得到的优化参数输出给信息处理单元,将当前网络状态信息上报给EMS;存储当前操作的日志记录并上报给EMS。The policy synchronization module outputs the received network policy from the EMS and the optimized parameters obtained by the network to the information processing unit, and reports the current network status information to the EMS. The log records of the current operation are stored and reported to the EMS.
信息处理单元中的业务分析模块对收集到的数据进行大数据训练和机器学习,如通过数据挖掘或者特征提取,将提取的特征数据反馈迭代计算,计算得到最优的模型系数;将学习到的网络模型阈值和优化参数的阈值反馈给策略单元,可供进一步人工优化处理;并将学习到的网络模型阈值和优化参数的阈值输出给业务操作单元使用。The business analysis module in the information processing unit performs big data training and machine learning on the collected data, such as data mining or feature extraction, and the extracted feature data is fed back to the iterative calculation to calculate the optimal model coefficient; The network model threshold and the threshold of the optimization parameter are fed back to the policy unit for further manual optimization processing; and the learned network model threshold and the threshold of the optimization parameter are output to the service operation unit for use.
这样,随着用户的增多,连接数和网络流量开始变化,超过上述预先设置的阈值后触发网络自动变更,开启5G热点小区分散流量,降低4G小区功率保持一定覆盖面积,将射频、基带、小区等网络参数迁移到网络系统自身缺省的工作状态。In this way, as the number of users increases, the number of connections and network traffic begin to change. After the above-mentioned preset threshold is exceeded, the network automatically changes, the 5G hotspot cell is dispersed, and the 4G cell power is kept at a certain coverage area. The radio frequency, baseband, and cell are used. The network parameters are migrated to the default working state of the network system itself.
图7为本申请调度系统实现控制的方法的流程示意图,如图7所示,包括步骤700至步骤702。FIG. 7 is a schematic flowchart of a method for implementing control in a scheduling system according to the present application. As shown in FIG. 7, the method includes steps 700 to 702.
在步骤700中,实时监测当前覆盖域内网络的网络状态。In step 700, the network status of the network within the current coverage area is monitored in real time.
网络状态可以包括网络运行状态和用户行为等。Network status can include network health status and user behavior.
在一实施例中,网络运行状态包括但不限于以下至少之一:当前无线接入网载波频段、网络容量、用户位置、用户连接数、用户激活数、用户流量,以及射频功率等参数。In an embodiment, the network operating state includes, but is not limited to, at least one of the following: a current radio access network carrier frequency band, a network capacity, a user location, a number of user connections, a number of user activations, user traffic, and radio frequency power.
在一实施例中,用户行为包括但不限于以下至少之一:用户当前的运行状态(例如激活态或非激活态)、用户业务属性(例如实时性或非实时性)、用户业务流量(例如大流量或小流量),以及用户业务行为(例如语音或网页浏览)等。In an embodiment, user behavior includes, but is not limited to, at least one of: a user's current operational state (eg, active or inactive state), user traffic attributes (eg, real-time or non-real-time), user traffic (eg, Large or small traffic), as well as user business behavior (such as voice or web browsing).
在步骤701中,响应于确定所述网络状态中的关键网络指标在预先设置的阈值范围内,按照获得的网络策略和优化参数生成新的网络模型参数。In step 701, in response to determining that the key network indicator in the network state is within a preset threshold range, new network model parameters are generated according to the obtained network policy and optimization parameters.
在一实施例中,关键网络指标是预先指定的覆盖域内的用户数和网络负载等重要网络指标。比如,对于单个站点覆盖场景,关键网络指标可以包括但不 限于:网络流量或者小区内网络用户数。再如,对于地铁、商场覆盖场景,关键网络指标可以包括但不限于:网络流量或者小区内网络用户数。又如,对于高频低频混合组网场景,关键网络指标可以包括但不限于:高频热点小区内网络用户数和流量。再如,对于4G和5G混合组网场景,关键网络指标可以包括但不限于:5G热点小区内用户网络用户数和流量。In an embodiment, the critical network indicator is an important network indicator such as the number of users in the coverage domain and the network load. For example, for a single site coverage scenario, key network metrics may include, but are not limited to, network traffic or number of network users within the cell. For another example, for subway and shopping mall coverage scenarios, key network indicators may include, but are not limited to, network traffic or number of network users in the cell. For example, for a high frequency and low frequency hybrid networking scenario, the key network indicators may include, but are not limited to, the number of network users and the traffic in the high frequency hotspot cell. For example, for the 4G and 5G hybrid networking scenarios, the key network indicators may include, but are not limited to, the number of user network users and traffic in the 5G hotspot cell.
在一实施例中,本步骤包括:根据监测到的网络状态的信息,对关键网络指标如网络负载以及用户模型进行分析,如果关键网络指标如整个网络负载或者某些小区内网络用户数降低或上升到预先设置的阈值范围内,根据存储在信息存储模块中的当前覆盖域内网络的历史信息和参数,分析并预测网络下一步可能的网络行为,并根据网络下一步可能的网络行为,向模型处理模块请求新的网络配置策略。其中,分析可以包括:利用当前监测到的网络状态的信息,分析某些时间段用户数、流量等的变化情况是否和之前记录的某段时间内历史信息和参数接近,如果比较接近如差值在一定预设范围内,可以预测出网络接下来的网络行为和之前的历史网络行为类似,比如大部分商场在某个时间段要停止营业后用户数就急剧减少等,此时可以考虑合并一些小区以节省资源。In an embodiment, the step includes: analyzing key network indicators, such as network load and user model, according to the monitored network status information, if the critical network indicator, such as the entire network load or the number of network users in some cells, is reduced or Rising to a preset threshold range, analyzing and predicting the possible network behavior of the network according to the historical information and parameters of the network in the current coverage domain stored in the information storage module, and according to the possible network behavior of the network, the model The processing module requests a new network configuration policy. The analysis may include: using information about the currently monitored network status, and analyzing whether the change of the number of users, the flow rate, and the like in some time periods is close to the historical information and parameters recorded in a certain period of time, if the difference is close to the difference Within a certain preset range, it can be predicted that the network behavior of the network is similar to that of the previous historical network. For example, the number of users in most shopping malls will be reduced after a certain period of time, and then the number of users may be considered to be merged. The cell saves resources.
根据请求到的来自策略单元的网络策略及网络自行计算得到的优化参数,计算出新的网络模型参数。The new network model parameters are calculated according to the requested network policy from the policy unit and the optimized parameters calculated by the network.
其中,网络模型是预先静态配置好参数的,计算就是根据网络具体的运营状态优化可以进行优化的参数,从而得到新的网络模型参数,并将这些数据汇总上报。The network model is configured by pre-statically configuring parameters, and the calculation is to optimize the parameters that can be optimized according to the specific operational state of the network, thereby obtaining new network model parameters, and summarizing the data.
在步骤702中,根据新的网络模型参数重新配置当前覆盖域内的网络。In step 702, the network within the current coverage domain is reconfigured according to the new network model parameters.
在一实施例中,本步骤可以包括以下至少之一。In an embodiment, this step may include at least one of the following.
根据新的网络模型参数,针对需要调整的小区和用户:分配或回收无线接入网的计算资源、存储资源或网络资源等;或者,根据资源需求开启或关闭单板或机框等。According to the new network model parameters, for the cells and users that need to be adjusted: allocate or recycle the computing resources, storage resources, or network resources of the radio access network, or open or close the board or the chassis according to the resource requirements.
根据新的网络模型参数,针对需要调整的小区和用户,调整射频单元和基带处理单元,比如关闭/打开某些载波频点和射频通道等。According to the new network model parameters, the radio unit and the baseband processing unit are adjusted for the cells and users that need to be adjusted, such as turning off/on certain carrier frequency points and radio frequency channels.
根据新的网络模型参数,针对需要调整的小区和用户,合并多个小区或拆分至少一个小区,将当前覆盖区域内用户迁移到新的网络模型参数中新规划的小区中。According to the new network model parameters, the cells and users that need to be adjusted are merged into multiple cells or split into at least one cell, and the users in the current coverage area are migrated to the newly planned cells in the new network model parameters.
本步骤还包括:存储需要调整的小区和用户调整前的网络配置信息。The step further includes: storing the network configuration information before the adjustment of the cell and the user that needs to be adjusted.
本申请方法还包括:将当前网络状态信息如日志和关键网络指标,以及当前操作的日志记录上报给EMS。The method of the present application further includes: reporting current network status information, such as a log and a key network indicator, and a log record of the current operation to the EMS.
这样,EMS可以在后台对当前网络状态进行分析,如果在比较出采用EMS自身生成新的网络模型参数调整网络结构的调整结果优于调度系统上报的网络结构调整结果时,会根据EMS自身生成新的网络模型参数更新网络策略,以便策略日志单元后续获取更优的网络策略。这里,EMS可以直接将更新后的网络策略下发给策略日志单元,也可以存储更新后的网络策略,等待策略日志单元与EMS交互时再获取。In this way, the EMS can analyze the current network status in the background. If the adjustment result of adjusting the network structure by using the EMS itself to generate a new network model parameter is better than the network structure adjustment result reported by the scheduling system, the EMS will generate a new one according to the EMS itself. The network model parameters update the network policy so that the policy log unit subsequently obtains a better network policy. Here, the EMS can directly send the updated network policy to the policy log unit, or store the updated network policy, and wait for the policy log unit to interact with the EMS.
本申请实施例还提供一种计算机可读存储介质,存储有计算机可执行指令,所述计算机可执行指令设置为执行上述任一项所述的调度系统实现控制的方法。The embodiment of the present application further provides a computer readable storage medium storing computer executable instructions, the computer executable instructions being configured to perform the method for implementing control by the scheduling system according to any one of the above.
本申请实施例还提供一种调度装置,包括处理器、存储器以及存储在存储器上可在处理器上运行的计算机程序:实时监测当前覆盖域内网络的网络状态;响应于确定网络状态中的关键网络指标在预先设置的阈值范围内,按照获得的网络策略和优化参数生成新的网络模型参数;根据新的网络模型参数重新配置当前覆盖域内的网络。The embodiment of the present application further provides a scheduling apparatus, including a processor, a memory, and a computer program stored on the processor and operable on the processor: real-time monitoring a network state of a network in a current coverage domain; and responding to determining a critical network in a network state The indicator generates new network model parameters according to the obtained network policy and optimization parameters within a preset threshold range; and reconfigures the network in the current coverage domain according to the new network model parameters.

Claims (11)

  1. 一种通信系统的调度方法,包括:A scheduling method for a communication system, comprising:
    实时监测当前覆盖域内网络的网络状态;Real-time monitoring of the network status of the network within the current coverage area;
    响应于确定所述网络状态中的关键网络指标在预先设置的阈值范围内,按照获得的网络策略和优化参数生成新的网络模型参数;Responding to determining that the key network indicator in the network state is within a preset threshold range, generating new network model parameters according to the obtained network policy and optimization parameters;
    根据所述新的网络模型参数重新配置所述网络。Reconfiguring the network based on the new network model parameters.
  2. 根据权利要求1所述的调度方法,所述方法还包括:将所述网络状态的信息和所述重新配置网络的操作的日志记录上报给业务管理网元。The scheduling method according to claim 1, further comprising: reporting the information of the network status and the log record of the operation of the reconfiguration network to the service management network element.
  3. 根据权利要求1或2所述的调度方法,其中,所述响应于确定所述网络状态中的关键网络指标在预先设置的阈值范围内,按照获得的网络策略和优化参数生成新的网络模型参数,包括:The scheduling method according to claim 1 or 2, wherein the responding to determining that the key network indicator in the network state is within a preset threshold range, generating new network model parameters according to the obtained network policy and optimization parameters ,include:
    根据所述网络状态的信息,对所述关键网络指标进行分析,响应于所述关键网络指标在所述预先设置的阈值范围内,根据所述网络的历史信息和历史配置,分析并预测所述网络下一步可能的网络行为;And analyzing, according to the information about the network status, the critical network indicator, analyzing, and predicting, according to the historical information and historical configuration of the network, that the critical network indicator is within the preset threshold range Possible next network behavior of the network;
    根据所述网络下一步可能的网络行为,请求新的网络配置策略;Requesting a new network configuration policy according to possible network behavior of the network in the next step;
    根据请求到的所述新的网络配置策略和所述网络自行计算得到的优化参数,计算出所述新的网络模型参数。The new network model parameters are calculated according to the requested new network configuration policy and the optimized parameters calculated by the network.
  4. 根据权利要求1所述的调度方法,其中,所述预先设置的阈值是基于网络运行状态和用户行为的指标集合;The scheduling method according to claim 1, wherein the preset threshold is a set of indicators based on a network operating state and user behavior;
    所述预先设置的阈值为用户预先导入的模板阈值;或者,所述预先设置的阈值为通过大数据训练或机器学习得到的模型阈值以及所述优化参数的阈值。The preset threshold is a template threshold that is pre-introduced by the user; or the preset threshold is a model threshold obtained by big data training or machine learning and a threshold of the optimization parameter.
  5. 根据权利要求1或2所述的调度方法,其中,所述根据新的网络模型参数重新配置所述网络包括以下至少之一:The scheduling method according to claim 1 or 2, wherein said reconfiguring said network according to new network model parameters comprises at least one of the following:
    根据所述新的网络模型参数,针对需要调整的小区和用户:分配或回收无线接入网的计算资源、存储资源或网络资源;或者,根据资源需求开启或关闭单板或机框;According to the new network model parameter, for the cell and the user that needs to be adjusted: allocate or recycle the computing resource, the storage resource or the network resource of the radio access network; or open or close the board or the chassis according to the resource requirement;
    根据所述新的网络模型参数,针对需要调整的小区和用户,调整射频单元和基带处理单元;Adjusting the radio frequency unit and the baseband processing unit for the cell and the user that need to be adjusted according to the new network model parameter;
    根据所述新的网络模型参数,针对需要调整的小区和用户,合并多个所述小区或拆分至少一个所述小区,并将当前覆盖区域内的所述用户迁移到所述新的网络模型参数中新规划的小区中。And combining, according to the new network model parameter, a plurality of the cells or splitting at least one of the cells for a cell and a user that needs to be adjusted, and migrating the user in the current coverage area to the new network model In the newly planned cell in the parameter.
  6. 一种计算机可读存储介质,存储有计算机可执行指令,所述计算机可执行指令设置为执行上述权利要求1至权利要求5中任一项所述的调度方法。A computer readable storage medium storing computer executable instructions, the computer executable instructions being arranged to perform the scheduling method of any one of claims 1 to 5.
  7. 一种通信系统的调度装置,包括处理器、存储器以及存储在存储器上可在处理器上运行的计算机程序:实时监测当前覆盖域内网络的网络状态;响应于确定所述网络状态中的关键网络指标在预先设置的阈值范围内,按照获得的网络策略和优化参数生成新的网络模型参数;根据所述新的网络模型参数重新配置所述网络。A scheduling device for a communication system, comprising: a processor, a memory, and a computer program stored on the processor and operable on the processor: real-time monitoring of a network state of a network within the current coverage domain; and responsive to determining a critical network indicator in the network state Within the pre-set threshold range, new network model parameters are generated according to the obtained network policy and optimization parameters; the network is reconfigured according to the new network model parameters.
  8. 一种通信系统的调度系统,包括:信息处理单元、业务操作单元、以及策略单元;其中,A scheduling system for a communication system, comprising: an information processing unit, a service operation unit, and a policy unit; wherein
    所述信息处理单元,设置为收集当前覆盖域内网络的网络状态,响应于确定网络状态中的关键网络指标在预先设置的阈值范围内,按照来自所述策略单元的网络策略和所述网络自行计算得到的优化参数生成新的网络模型参数;The information processing unit is configured to collect a network status of a network in a current coverage area, and in response to determining that a critical network indicator in the network status is within a preset threshold range, calculate according to a network policy from the policy unit and the network The obtained optimization parameters generate new network model parameters;
    所述业务操作单元,设置为根据所述新的网络模型参数重新配置所述网络;The service operation unit is configured to reconfigure the network according to the new network model parameter;
    所述策略单元,设置为与业务管理网元交互网络策略和优化参数。The policy unit is configured to exchange network policies and optimization parameters with the service management network element.
  9. 根据权利要求8所述的调度系统,还包括日志单元,设置为记录所述业务操作单元的操作结果。The scheduling system according to claim 8, further comprising a log unit configured to record an operation result of said service operation unit.
  10. 根据权利要求9所述的调度系统,所述策略单元还设置为:向所述业务管理网元上报所述所述网络状态的信息;The scheduling system according to claim 9, wherein the policy unit is further configured to: report the information about the network status to the service management network element;
    所示日志单元还设置为:向所述业务管理网元上报所述重新配置网络的操作的日志记录。The log unit is further configured to: report the log record of the operation of reconfiguring the network to the service management network element.
  11. 根据权利要求8或9所述的调度系统,其中,所述预先设置的阈值是基于网络运行状态和用户行为的指标集合;The scheduling system according to claim 8 or 9, wherein the preset threshold is a set of indicators based on network operating status and user behavior;
    所述预先设置的阈值为用户预先导入的模板阈值;或者,The preset threshold is a template threshold that is pre-introduced by the user; or
    所述预先设置的阈值为通过大数据训练或机器学习得到的模型阈值以及所述优化参数的阈值。The preset threshold is a model threshold obtained by big data training or machine learning and a threshold of the optimization parameter.
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Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112416570A (en) * 2020-10-15 2021-02-26 北京旷视科技有限公司 Picture stream access method and device, picture processing system and electronic equipment
CN114584986A (en) * 2020-12-01 2022-06-03 中国联合网络通信集团有限公司 Resource scheduling method and device
CN115102869A (en) * 2022-05-31 2022-09-23 上海云从汇临人工智能科技有限公司 Network flow prediction method, system and computer storage medium
CN116340573A (en) * 2023-05-26 2023-06-27 北京联讯星烨科技有限公司 Data scheduling method and system of intelligent platform architecture
CN116633770A (en) * 2023-05-29 2023-08-22 深圳市海成智联科技有限公司 Automatic configuration operation supervision system suitable for operation of local area network equipment
CN117349026A (en) * 2023-12-04 2024-01-05 环球数科集团有限公司 Distributed computing power scheduling system for AIGC model training

Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112804694B (en) * 2019-11-14 2022-12-16 中国移动通信集团重庆有限公司 Method, system, computing device and storage medium for configuring communication network bandwidth
CN112839345B (en) * 2019-11-25 2022-06-14 华为技术有限公司 Network parameter configuration method and device
CN113873540A (en) * 2020-06-30 2021-12-31 中兴通讯股份有限公司 Network element configuration data merging method, device, system, electronic equipment and medium
CN114980282B (en) * 2021-02-24 2024-04-09 上海华为技术有限公司 Power adjustment method and network management server
CN117597969A (en) * 2021-09-18 2024-02-23 Oppo广东移动通信有限公司 AI data transmission method, apparatus, device and storage medium
CN116506299B (en) * 2023-03-13 2023-09-05 北京万和汇通通信科技有限公司 Networking-based network management method and device, electronic equipment and medium
CN117062117A (en) * 2023-07-10 2023-11-14 武汉船舶通信研究所(中国船舶集团有限公司第七二二研究所) Wireless communication network parameter self-adaptive adjustment method and device
CN117241295B (en) * 2023-10-08 2024-04-19 江西山水光电科技股份有限公司 Wireless communication network performance optimization method, device and storage medium

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101547118A (en) * 2009-04-20 2009-09-30 浙江大学 Dynamic network management method based on an OSEK network management mechanism
CN105792252A (en) * 2016-01-29 2016-07-20 姜海奇 Wireless communication network performance optimization method based on SDN and SDN controller
US20160212633A1 (en) * 2015-01-19 2016-07-21 Jdsu Uk Limited Techniques for dynamic network optimization using geolocation and network modeling
CN106998303A (en) * 2017-03-24 2017-08-01 中国联合网络通信集团有限公司 The load-balancing method and SiteServer LBS of routing node
CN107454630A (en) * 2017-09-25 2017-12-08 中国联合网络通信集团有限公司 Load-balancing method and load balancing router

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2568899C (en) * 2004-06-04 2016-10-04 Elvino Silveira Medina De Sousa Autonomous infrastructure wireless networks
CN102045731B (en) * 2009-10-14 2015-03-18 上海中兴软件有限责任公司 Wideband code division multiple access (WCDMA) network soft replacement method and system based on areas
CN102448103B (en) * 2010-10-11 2014-07-02 中兴通讯股份有限公司 Method and device for intelligently improving wireless radio frequency index in distributed network in real time
US8531989B2 (en) * 2011-03-08 2013-09-10 Qualcomm Incorporated Systems and methods for implementing ad hoc wireless networking
CN105704741B (en) * 2014-12-12 2019-03-05 华北电力大学 A kind of heterogeneous network access selection method
CN107155187B (en) * 2016-03-03 2023-06-06 华为技术有限公司 Communication method, terminal equipment and network equipment
CN106792888B (en) * 2017-01-18 2019-10-25 北京邮电大学 A kind of method for wireless communication networking and device based on information Perception

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101547118A (en) * 2009-04-20 2009-09-30 浙江大学 Dynamic network management method based on an OSEK network management mechanism
US20160212633A1 (en) * 2015-01-19 2016-07-21 Jdsu Uk Limited Techniques for dynamic network optimization using geolocation and network modeling
CN105792252A (en) * 2016-01-29 2016-07-20 姜海奇 Wireless communication network performance optimization method based on SDN and SDN controller
CN106998303A (en) * 2017-03-24 2017-08-01 中国联合网络通信集团有限公司 The load-balancing method and SiteServer LBS of routing node
CN107454630A (en) * 2017-09-25 2017-12-08 中国联合网络通信集团有限公司 Load-balancing method and load balancing router

Cited By (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112416570A (en) * 2020-10-15 2021-02-26 北京旷视科技有限公司 Picture stream access method and device, picture processing system and electronic equipment
CN114584986A (en) * 2020-12-01 2022-06-03 中国联合网络通信集团有限公司 Resource scheduling method and device
CN114584986B (en) * 2020-12-01 2024-04-09 中国联合网络通信集团有限公司 Resource scheduling method and device
CN115102869A (en) * 2022-05-31 2022-09-23 上海云从汇临人工智能科技有限公司 Network flow prediction method, system and computer storage medium
CN116340573A (en) * 2023-05-26 2023-06-27 北京联讯星烨科技有限公司 Data scheduling method and system of intelligent platform architecture
CN116340573B (en) * 2023-05-26 2023-08-08 北京联讯星烨科技有限公司 Data scheduling method and system of intelligent platform architecture
CN116633770A (en) * 2023-05-29 2023-08-22 深圳市海成智联科技有限公司 Automatic configuration operation supervision system suitable for operation of local area network equipment
CN116633770B (en) * 2023-05-29 2024-02-13 深圳市海成智联科技有限公司 Automatic configuration operation supervision system suitable for operation of local area network equipment
CN117349026A (en) * 2023-12-04 2024-01-05 环球数科集团有限公司 Distributed computing power scheduling system for AIGC model training
CN117349026B (en) * 2023-12-04 2024-02-23 环球数科集团有限公司 Distributed computing power scheduling system for AIGC model training

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